Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 2969 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 301.7 KiB |
| Average record size in memory | 104.0 B |
Variable types
| Numeric | 12 |
|---|---|
| Categorical | 1 |
products has a high cardinality: 2968 distinct values | High cardinality |
gross_revenue is highly correlated with qtd_invoices and 4 other fields | High correlation |
recency_days is highly correlated with qtd_invoices | High correlation |
qtd_invoices is highly correlated with gross_revenue and 1 other fields | High correlation |
items is highly correlated with gross_revenue and 4 other fields | High correlation |
avg_ticket is highly correlated with gross_revenue and 3 other fields | High correlation |
avg_recency_days is highly correlated with frequency | High correlation |
frequency is highly correlated with avg_recency_days | High correlation |
avg_basket_size is highly correlated with gross_revenue and 3 other fields | High correlation |
avg_unique_basket_size is highly correlated with avg_ticket | High correlation |
qtd_returns is highly correlated with gross_revenue and 3 other fields | High correlation |
avg_ticket is highly skewed (γ1 = 53.59471816) | Skewed |
qtd_returns is highly skewed (γ1 = 51.73396344) | Skewed |
avg_basket_size is highly skewed (γ1 = 45.87296489) | Skewed |
products is uniformly distributed | Uniform |
df_index has unique values | Unique |
customer_id has unique values | Unique |
recency_days has 34 (1.1%) zeros | Zeros |
qtd_returns has 1444 (48.6%) zeros | Zeros |
Reproduction
| Analysis started | 2022-09-10 19:02:15.938466 |
|---|---|
| Analysis finished | 2022-09-10 19:02:45.016064 |
| Duration | 29.08 seconds |
| Software version | pandas-profiling v3.3.0 |
| Download configuration | config.json |
| Distinct | 2969 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2317.292354 |
| Minimum | 0 |
|---|---|
| Maximum | 5715 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 185.4 |
| Q1 | 929 |
| median | 2120 |
| Q3 | 3537 |
| 95-th percentile | 5035.2 |
| Maximum | 5715 |
| Range | 5715 |
| Interquartile range (IQR) | 2608 |
Descriptive statistics
| Standard deviation | 1554.944589 |
|---|---|
| Coefficient of variation (CV) | 0.6710178739 |
| Kurtosis | -1.010787014 |
| Mean | 2317.292354 |
| Median Absolute Deviation (MAD) | 1271 |
| Skewness | 0.342284058 |
| Sum | 6880041 |
| Variance | 2417852.674 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 3011 | 1 | < 0.1% |
| 2996 | 1 | < 0.1% |
| 2999 | 1 | < 0.1% |
| 3000 | 1 | < 0.1% |
| 3001 | 1 | < 0.1% |
| 3002 | 1 | < 0.1% |
| 3005 | 1 | < 0.1% |
| 3007 | 1 | < 0.1% |
| 3008 | 1 | < 0.1% |
| Other values (2959) | 2959 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 5715 | 1 | |
| 5696 | 1 | |
| 5686 | 1 | |
| 5680 | 1 | |
| 5659 | 1 | |
| 5655 | 1 | |
| 5649 | 1 | |
| 5638 | 1 | |
| 5637 | 1 | |
| 5627 | 1 |
| Distinct | 2969 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15270.77299 |
| Minimum | 12347 |
|---|---|
| Maximum | 18287 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.3 KiB |
Quantile statistics
| Minimum | 12347 |
|---|---|
| 5-th percentile | 12619.4 |
| Q1 | 13799 |
| median | 15221 |
| Q3 | 16768 |
| 95-th percentile | 17964.6 |
| Maximum | 18287 |
| Range | 5940 |
| Interquartile range (IQR) | 2969 |
Descriptive statistics
| Standard deviation | 1718.990292 |
|---|---|
| Coefficient of variation (CV) | 0.1125673398 |
| Kurtosis | -1.206094692 |
| Mean | 15270.77299 |
| Median Absolute Deviation (MAD) | 1488 |
| Skewness | 0.03160785866 |
| Sum | 45338925 |
| Variance | 2954927.624 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 17850 | 1 | < 0.1% |
| 17588 | 1 | < 0.1% |
| 14905 | 1 | < 0.1% |
| 16103 | 1 | < 0.1% |
| 14626 | 1 | < 0.1% |
| 14868 | 1 | < 0.1% |
| 18246 | 1 | < 0.1% |
| 17115 | 1 | < 0.1% |
| 16611 | 1 | < 0.1% |
| 15912 | 1 | < 0.1% |
| Other values (2959) | 2959 |
| Value | Count | Frequency (%) |
| 12347 | 1 | |
| 12348 | 1 | |
| 12352 | 1 | |
| 12356 | 1 | |
| 12358 | 1 | |
| 12359 | 1 | |
| 12360 | 1 | |
| 12362 | 1 | |
| 12364 | 1 | |
| 12370 | 1 |
| Value | Count | Frequency (%) |
| 18287 | 1 | |
| 18283 | 1 | |
| 18282 | 1 | |
| 18277 | 1 | |
| 18276 | 1 | |
| 18274 | 1 | |
| 18273 | 1 | |
| 18272 | 1 | |
| 18270 | 1 | |
| 18269 | 1 |
| Distinct | 2952 |
|---|---|
| Distinct (%) | 99.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2794.328222 |
| Minimum | 6.2 |
|---|---|
| Maximum | 280206.02 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.3 KiB |
Quantile statistics
| Minimum | 6.2 |
|---|---|
| 5-th percentile | 231.134 |
| Q1 | 576 |
| median | 1106.53 |
| Q3 | 2338.15 |
| 95-th percentile | 7345.092 |
| Maximum | 280206.02 |
| Range | 280199.82 |
| Interquartile range (IQR) | 1762.15 |
Descriptive statistics
| Standard deviation | 10662.69409 |
|---|---|
| Coefficient of variation (CV) | 3.815834522 |
| Kurtosis | 346.7828136 |
| Mean | 2794.328222 |
| Median Absolute Deviation (MAD) | 686.64 |
| Skewness | 16.58366173 |
| Sum | 8296360.49 |
| Variance | 113693045.3 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 745.06 | 2 | 0.1% |
| 731.9 | 2 | 0.1% |
| 2092.32 | 2 | 0.1% |
| 1031.41 | 2 | 0.1% |
| 657.8 | 2 | 0.1% |
| 618.09 | 2 | 0.1% |
| 178.96 | 2 | 0.1% |
| 1418.03 | 2 | 0.1% |
| 331 | 2 | 0.1% |
| 1353.74 | 2 | 0.1% |
| Other values (2942) | 2949 |
| Value | Count | Frequency (%) |
| 6.2 | 1 | |
| 13.3 | 1 | |
| 15 | 1 | |
| 36.56 | 1 | |
| 52 | 1 | |
| 52.2 | 1 | |
| 52.2 | 1 | |
| 62.43 | 1 | |
| 63 | 1 | |
| 68.84 | 1 |
| Value | Count | Frequency (%) |
| 280206.02 | 1 | |
| 259657.3 | 1 | |
| 194550.79 | 1 | |
| 168472.5 | 1 | |
| 143813.06 | 1 | |
| 124914.53 | 1 | |
| 117375.63 | 1 | |
| 91062.38 | 1 | |
| 81024.84 | 1 | |
| 66653.56 | 1 |
| Distinct | 272 |
|---|---|
| Distinct (%) | 9.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64.11350623 |
| Minimum | 0 |
|---|---|
| Maximum | 373 |
| Zeros | 34 |
| Zeros (%) | 1.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 11 |
| median | 31 |
| Q3 | 81 |
| 95-th percentile | 241.6 |
| Maximum | 373 |
| Range | 373 |
| Interquartile range (IQR) | 70 |
Descriptive statistics
| Standard deviation | 77.47250784 |
|---|---|
| Coefficient of variation (CV) | 1.208364858 |
| Kurtosis | 2.78857133 |
| Mean | 64.11350623 |
| Median Absolute Deviation (MAD) | 26 |
| Skewness | 1.798770397 |
| Sum | 190353 |
| Variance | 6001.98947 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 99 | 3.3% |
| 4 | 87 | 2.9% |
| 2 | 85 | 2.9% |
| 3 | 85 | 2.9% |
| 8 | 76 | 2.6% |
| 10 | 67 | 2.3% |
| 7 | 66 | 2.2% |
| 9 | 66 | 2.2% |
| 17 | 64 | 2.2% |
| 22 | 55 | 1.9% |
| Other values (262) | 2219 |
| Value | Count | Frequency (%) |
| 0 | 34 | 1.1% |
| 1 | 99 | |
| 2 | 85 | |
| 3 | 85 | |
| 4 | 87 | |
| 5 | 43 | |
| 7 | 66 | |
| 8 | 76 | |
| 9 | 66 | |
| 10 | 67 |
| Value | Count | Frequency (%) |
| 373 | 2 | |
| 372 | 4 | |
| 371 | 1 | < 0.1% |
| 368 | 1 | < 0.1% |
| 366 | 4 | |
| 365 | 2 | |
| 364 | 1 | < 0.1% |
| 360 | 1 | < 0.1% |
| 359 | 1 | < 0.1% |
| 358 | 4 |
| Distinct | 59 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.756146851 |
| Minimum | 1 |
|---|---|
| Maximum | 209 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 17 |
| Maximum | 209 |
| Range | 208 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 8.920686956 |
|---|---|
| Coefficient of variation (CV) | 1.54976709 |
| Kurtosis | 193.9643147 |
| Mean | 5.756146851 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 10.85129915 |
| Sum | 17090 |
| Variance | 79.57865577 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2 | 779 | |
| 3 | 504 | |
| 4 | 385 | |
| 5 | 242 | 8.2% |
| 1 | 187 | 6.3% |
| 6 | 172 | 5.8% |
| 7 | 143 | 4.8% |
| 8 | 98 | 3.3% |
| 9 | 68 | 2.3% |
| 10 | 54 | 1.8% |
| Other values (49) | 337 |
| Value | Count | Frequency (%) |
| 1 | 187 | 6.3% |
| 2 | 779 | |
| 3 | 504 | |
| 4 | 385 | |
| 5 | 242 | 8.2% |
| 6 | 172 | 5.8% |
| 7 | 143 | 4.8% |
| 8 | 98 | 3.3% |
| 9 | 68 | 2.3% |
| 10 | 54 | 1.8% |
| Value | Count | Frequency (%) |
| 209 | 1 | |
| 201 | 1 | |
| 124 | 1 | |
| 97 | 1 | |
| 93 | 1 | |
| 91 | 1 | |
| 86 | 1 | |
| 73 | 1 | |
| 63 | 1 | |
| 62 | 1 |
| Distinct | 1673 |
|---|---|
| Distinct (%) | 56.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1609.80229 |
| Minimum | 1 |
|---|---|
| Maximum | 196915 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 103 |
| Q1 | 298 |
| median | 641 |
| Q3 | 1401 |
| 95-th percentile | 4420 |
| Maximum | 196915 |
| Range | 196914 |
| Interquartile range (IQR) | 1103 |
Descriptive statistics
| Standard deviation | 5888.984832 |
|---|---|
| Coefficient of variation (CV) | 3.658203785 |
| Kurtosis | 465.8189735 |
| Mean | 1609.80229 |
| Median Absolute Deviation (MAD) | 422 |
| Skewness | 17.84256245 |
| Sum | 4779503 |
| Variance | 34680142.35 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 310 | 10 | 0.3% |
| 88 | 10 | 0.3% |
| 150 | 9 | 0.3% |
| 300 | 9 | 0.3% |
| 394 | 8 | 0.3% |
| 272 | 8 | 0.3% |
| 84 | 8 | 0.3% |
| 288 | 7 | 0.2% |
| 219 | 7 | 0.2% |
| 306 | 7 | 0.2% |
| Other values (1663) | 2886 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 2 | |
| 12 | 2 | |
| 16 | 1 | |
| 17 | 1 | |
| 18 | 1 | |
| 19 | 1 | |
| 20 | 1 | |
| 23 | 1 | |
| 25 | 1 |
| Value | Count | Frequency (%) |
| 196915 | 1 | |
| 80997 | 1 | |
| 79965 | 1 | |
| 77374 | 1 | |
| 69993 | 1 | |
| 64549 | 1 | |
| 64124 | 1 | |
| 62812 | 1 | |
| 58243 | 1 | |
| 57785 | 1 |
| Distinct | 2968 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 23.3 KiB |
| 85123A217332173385123A | 2 |
|---|---|
| 22427224262134022760227702276622788227672282972760B22832824862141122423210802121721844221802250722508215332213822617217182261982484219222260622607226052111582482222962217184968C22180210802075522759227918494523099846092335923108222962184421531215352153921035212172269221524481942309923318229072342423084232412250882484234942343423245233122331423311229102323423353229092260223407214792211121485233552270622141221442311221270221738248323092234092345782494L215332250723374234372337523438234362337321498233492068521523 | 1 |
| 230522305022766230532305121654220872267779030G23054230492305123053230502305223054226802268222683221702309222767230522305185123A221897281222676226792309222766230512165485032D84806B2305023052227662309290030A90030C22676226772267823323233272095623052 | 1 |
| 232052320185123A2198521212221782131422457229697274185169A211222112421986213858506621714213812249979302M847552241321181219772187021874226522283522112224082277985180B84510A22423227762197421671216722167021669216682208921381222952322720829848792247022670231472222485099F23201223862320021928219294819422469475662245785123A2072323204223562320522314700062240923472235312348423543849922121221985475662242385099B22376215772192821929207132238623201233432335684078A224412216922768219832198423378230848497823173226982269723175226992338223480234892352823529235232352723542223852266323343233442280922810229422294185048849457147723313 | 1 |
| 223492230122300227492260622620226072260522998228992290422741227522097722821223842072822728227302296922993229072290522665223842320922273209692097022150221477147721912232292260522570225682311922493209722097122758227542275221935219342238223206207272238322961217912257022569221502214720972209692256422563227412072723209207252266723275221492260721914219152260522693227592256222632226332343922866228652286723493235042350322940221422214122144217312308422554225552255722568209692097020972209712263222633234392286622865228672211222835232092319822666231582294023082230832310023267233892348023084225682262120969209702349323494233552211422835221123597023100230832191422865228672255622554225572349323480217312308422112228352335523083 | 1 |
| Other values (2963) |
Length
| Max length | 39939 |
|---|---|
| Median length | 1478 |
| Mean length | 625.1966992 |
| Min length | 5 |
Characters and Unicode
| Total characters | 1856209 |
|---|---|
| Distinct characters | 34 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 2967 ? |
|---|---|
| Unique (%) | 99.9% |
Sample
| 1st row | 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 |
|---|---|
| 2nd row | 848792274522748227492231084969226232262221754217552177748187229602291322912229142175616161P227662270823231850158501622829227222296022961229692272022549209722274384969226222165821756217542175548184226922274822745227492296022722227202097222274849692262322499226072165847566217562175421755219022190121899219002207785123A2315223182231612316023163231622316423177231762300622996230702312623299849692165822423475662162123092231122311023111231182309323089231682323623240231752317323245230322303123029230288505322090220892208885123A217554756622423849692312620972227202315223162231632262316161P21754217552190121900481872311223111231102309323028232452324023173232362318223161231602296023546235452323122720227082298622739234352296022722227202097222621481884818448187230322303185053232452289922367235142351323511231982329423295230252347023397230962348723109234342208685049EM |
| 3rd row |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|
| 4th row | 22086228432284122839224232290722961225852208422423212322245722084233782312922423220772295023351233502331923354220868494622734229522301323012 |
| 5th row | 212582125821258 |
Common Values
| Value | Count | Frequency (%) |
| 85123A217332173385123A | 2 | 0.1% |
| 22427224262134022760227702276622788227672282972760B22832824862141122423210802121721844221802250722508215332213822617217182261982484219222260622607226052111582482222962217184968C22180210802075522759227918494523099846092335923108222962184421531215352153921035212172269221524481942309923318229072342423084232412250882484234942343423245233122331423311229102323423353229092260223407214792211121485233552270622141221442311221270221738248323092234092345782494L215332250723374234372337523438234362337321498233492068521523 | 1 | < 0.1% |
| 230522305022766230532305121654220872267779030G23054230492305123053230502305223054226802268222683221702309222767230522305185123A221897281222676226792309222766230512165485032D84806B2305023052227662309290030A90030C22676226772267823323233272095623052 | 1 | < 0.1% |
| 232052320185123A2198521212221782131422457229697274185169A211222112421986213858506621714213812249979302M847552241321181219772187021874226522283522112224082277985180B84510A22423227762197421671216722167021669216682208921381222952322720829848792247022670231472222485099F23201223862320021928219294819422469475662245785123A2072323204223562320522314700062240923472235312348423543849922121221985475662242385099B22376215772192821929207132238623201233432335684078A224412216922768219832198423378230848497823173226982269723175226992338223480234892352823529235232352723542223852266323343233442280922810229422294185048849457147723313 | 1 | < 0.1% |
| 223492230122300227492260622620226072260522998228992290422741227522097722821223842072822728227302296922993229072290522665223842320922273209692097022150221477147721912232292260522570225682311922493209722097122758227542275221935219342238223206207272238322961217912257022569221502214720972209692256422563227412072723209207252266723275221492260721914219152260522693227592256222632226332343922866228652286723493235042350322940221422214122144217312308422554225552255722568209692097020972209712263222633234392286622865228672211222835232092319822666231582294023082230832310023267233892348023084225682262120969209702349323494233552211422835221123597023100230832191422865228672255622554225572349323480217312308422112228352335523083 | 1 | < 0.1% |
| 71053220872208721340 | 1 | < 0.1% |
| 2250122776213404813871459847552242722844224234756622382223842238685099C2072585099B229072129423173226992317023245227202238422386224234756685123A2324323174231752243023582223868248690058B85099C2334490057 | 1 | < 0.1% |
| 21703230482304420972227492256822751230432304423091 | 1 | < 0.1% |
| 84993A8437817107D2230084993B84595E22964474712082921696217132171484804A2307884536B214993744947559B37448 | 1 | < 0.1% |
| 2072522254222552075085014B20682227402320622352226292265922631223822103522895215592290022556225512230321936POST231902319123192232062072521936223522274022328229702230323084POST85014A218832188121880229912299222561223822235221559230842173121452230792072520726226592262922631232062344585014BPOST23084234802335023351233492335322952219762074920750223262255422551225562177022976229642296622992POST23084217312255622555233512334923480229662230322302231152335222328POST | 1 | < 0.1% |
| Other values (2958) | 2958 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| charges | 6 | 0.2% |
| 85123a217332173385123a | 2 | 0.1% |
| 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 | 1 | < 0.1% |
| 22297227712277222773228052246922197211252112685049c85049d85049e85049g21061210632106284380843782296421213224172121284992219752238320728207272229620728207252072722383223842123222646223182072720728223832238423209207252264622645212312123223089231472314682486221972265022644224692219722469207272072822383232092193185099c2320385099b2192821929824868248385130b85130c2072522384235832330122383232092246922650221972309623452234532229720725 | 1 | < 0.1% |
| 2211022098221002276622451225498474485049e213282296117091a2247384509a84510a22767227682146321464208208515022117211694812982580825788258122413219072244121122228518499122810228092243520966209632096122068217432174484709b2159221587209922266285123a228048248320749207252238220726223842246784625c84625a21108228482103347570b84030e22428225021621884559b84559a22437224368522722983220302119921829212942233222181222712227421989230532305216259475662329821034223542132640001851072332223321233332333423332224602298323109230822103423177851771623621703210982299723501235042350222621227552183223188230842207485049c1622585123a2214422910207582343423435233112340622766227282335282616c23044224912339523393233942278523569235702357184029g2147923319233188401223531227812348621034 | 1 | < 0.1% |
| 22728227272272621724218831000221791210352232622629226592263122661217312290021913225402254422492post210862108022726227272272822729211212232620750225512255622555217312239022333223312071921883210422236721094post225402253922556225542255121981226152261622614162182232622492post2300723010215592104221080210862109421240217312233322331225562255422729221972209022492post229912300923280232812255622492224342124021238220902272920724207192103921121212122115420983209812124584380post23100212402123821244212422329822197212102235622466226102260922561post2272622727227282272916218231242109421080210862155922333post22728210802109421086229552263622556359702198821989219872255422551post22081220822208021210211562108021086210942344522326post2316922326224922103921210226592272622727227282233322466233282338823389233902337323374229912173122778post221972336823367235062350922629215592115620750220902329822539post233892235223389233882339022197post207242348023570233672255522951224172197620719207242235622492226362219722083223262232821207227272272622728227302344523298post2121223367233682233322991210942108621080219882198921987216802233223598post230842356222540225442348023084232982290922613226172351522367post21156223522155922326233882272822726 | 1 | < 0.1% |
| 22086228432284122839224232290722961225852208422423212322245722084233782312922423220772295023351233502331923354220868494622734229522301323012 | 1 | < 0.1% |
| 212582125821258 | 1 | < 0.1% |
| 22114217338248482486217542242422505227682175421755217562217084406b8487921136850662279622294224874818848194206858475521621216232296822759227622175648188824862224122288m48185215242242482486222192217084406b221732218948138481942152448111212322125984970l22855222122224121756206858248646000s222198487922189228222152348188847557147784970l22784216732167221669216682284422852228452285348184824862167221754217552166821669216702175521670216692166822578225792257721524481882173321754217552211222577225782257922784222122221923355 | 1 | < 0.1% |
| 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 | 1 | < 0.1% |
| Other values (2964) | 2964 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 568777 | |
| 1 | 193850 | 10.4% |
| 3 | 182049 | 9.8% |
| 8 | 140316 | 7.6% |
| 9 | 133911 | 7.2% |
| 0 | 129867 | 7.0% |
| 4 | 125320 | 6.8% |
| 7 | 121703 | 6.6% |
| 5 | 121128 | 6.5% |
| 6 | 104084 | 5.6% |
| Other values (24) | 35204 | 1.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1821005 | |
| Uppercase Letter | 35193 | 1.9% |
| Space Separator | 11 | < 0.1% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| B | 8451 | |
| A | 7546 | |
| C | 3827 | |
| S | 2173 | 6.2% |
| D | 2117 | 6.0% |
| L | 1834 | 5.2% |
| P | 1578 | 4.5% |
| E | 1419 | 4.0% |
| F | 1252 | 3.6% |
| T | 1033 | 2.9% |
| Other values (13) | 3963 |
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 568777 | |
| 1 | 193850 | 10.6% |
| 3 | 182049 | 10.0% |
| 8 | 140316 | 7.7% |
| 9 | 133911 | 7.4% |
| 0 | 129867 | 7.1% |
| 4 | 125320 | 6.9% |
| 7 | 121703 | 6.7% |
| 5 | 121128 | 6.7% |
| 6 | 104084 | 5.7% |
Space Separator
| Value | Count | Frequency (%) |
| 11 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1821016 | |
| Latin | 35193 | 1.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| B | 8451 | |
| A | 7546 | |
| C | 3827 | |
| S | 2173 | 6.2% |
| D | 2117 | 6.0% |
| L | 1834 | 5.2% |
| P | 1578 | 4.5% |
| E | 1419 | 4.0% |
| F | 1252 | 3.6% |
| T | 1033 | 2.9% |
| Other values (13) | 3963 |
Common
| Value | Count | Frequency (%) |
| 2 | 568777 | |
| 1 | 193850 | 10.6% |
| 3 | 182049 | 10.0% |
| 8 | 140316 | 7.7% |
| 9 | 133911 | 7.4% |
| 0 | 129867 | 7.1% |
| 4 | 125320 | 6.9% |
| 7 | 121703 | 6.7% |
| 5 | 121128 | 6.7% |
| 6 | 104084 | 5.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1856209 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 568777 | |
| 1 | 193850 | 10.4% |
| 3 | 182049 | 9.8% |
| 8 | 140316 | 7.6% |
| 9 | 133911 | 7.2% |
| 0 | 129867 | 7.0% |
| 4 | 125320 | 6.8% |
| 7 | 121703 | 6.6% |
| 5 | 121128 | 6.5% |
| 6 | 104084 | 5.6% |
| Other values (24) | 35204 | 1.9% |
| Distinct | 2965 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51.61729517 |
| Minimum | 2.150588235 |
|---|---|
| Maximum | 56157.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.3 KiB |
Quantile statistics
| Minimum | 2.150588235 |
|---|---|
| 5-th percentile | 4.929011742 |
| Q1 | 13.16661017 |
| median | 18.18108696 |
| Q3 | 25.31482759 |
| 95-th percentile | 90.66859318 |
| Maximum | 56157.5 |
| Range | 56155.34941 |
| Interquartile range (IQR) | 12.14821742 |
Descriptive statistics
| Standard deviation | 1035.921865 |
|---|---|
| Coefficient of variation (CV) | 20.06927836 |
| Kurtosis | 2902.070996 |
| Mean | 51.61729517 |
| Median Absolute Deviation (MAD) | 6.130240562 |
| Skewness | 53.59471816 |
| Sum | 153251.7494 |
| Variance | 1073134.11 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 16.83333333 | 2 | 0.1% |
| 15 | 2 | 0.1% |
| 4.162 | 2 | 0.1% |
| 14.47833333 | 2 | 0.1% |
| 18.15222222 | 1 | < 0.1% |
| 12.949 | 1 | < 0.1% |
| 16.29372093 | 1 | < 0.1% |
| 36.24411765 | 1 | < 0.1% |
| 29.78416667 | 1 | < 0.1% |
| 22.8792623 | 1 | < 0.1% |
| Other values (2955) | 2955 |
| Value | Count | Frequency (%) |
| 2.150588235 | 1 | |
| 2.4325 | 1 | |
| 2.462371134 | 1 | |
| 2.504876033 | 1 | |
| 2.50837156 | 1 | |
| 2.65 | 1 | |
| 2.656931818 | 1 | |
| 2.707598253 | 1 | |
| 2.760621572 | 1 | |
| 2.771005291 | 1 |
| Value | Count | Frequency (%) |
| 56157.5 | 1 | |
| 4453.43 | 1 | |
| 2027.86 | 1 | |
| 1687.2 | 1 | |
| 952.9875 | 1 | |
| 872.13 | 1 | |
| 835.864 | 1 | |
| 643.8585714 | 1 | |
| 640 | 1 | |
| 624.4 | 1 |
| Distinct | 1258 |
|---|---|
| Distinct (%) | 42.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 67.35143043 |
| Minimum | 1 |
|---|---|
| Maximum | 366 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 25.92857143 |
| median | 48.28571429 |
| Q3 | 85.33333333 |
| 95-th percentile | 201 |
| Maximum | 366 |
| Range | 365 |
| Interquartile range (IQR) | 59.4047619 |
Descriptive statistics
| Standard deviation | 63.54282948 |
|---|---|
| Coefficient of variation (CV) | 0.9434518178 |
| Kurtosis | 4.887703174 |
| Mean | 67.35143043 |
| Median Absolute Deviation (MAD) | 26.28571429 |
| Skewness | 2.062908983 |
| Sum | 199966.397 |
| Variance | 4037.691178 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 14 | 25 | 0.8% |
| 4 | 22 | 0.7% |
| 70 | 21 | 0.7% |
| 7 | 20 | 0.7% |
| 35 | 19 | 0.6% |
| 49 | 18 | 0.6% |
| 21 | 17 | 0.6% |
| 46 | 17 | 0.6% |
| 11 | 17 | 0.6% |
| 1 | 16 | 0.5% |
| Other values (1248) | 2777 |
| Value | Count | Frequency (%) |
| 1 | 16 | |
| 1.5 | 1 | < 0.1% |
| 2 | 13 | |
| 2.5 | 1 | < 0.1% |
| 2.601398601 | 1 | < 0.1% |
| 3 | 15 | |
| 3.321428571 | 1 | < 0.1% |
| 3.330357143 | 1 | < 0.1% |
| 3.5 | 2 | 0.1% |
| 4 | 22 |
| Value | Count | Frequency (%) |
| 366 | 1 | < 0.1% |
| 365 | 1 | < 0.1% |
| 363 | 1 | < 0.1% |
| 362 | 1 | < 0.1% |
| 357 | 2 | |
| 356 | 1 | < 0.1% |
| 355 | 2 | |
| 352 | 1 | < 0.1% |
| 351 | 2 | |
| 350 | 3 |
| Distinct | 1350 |
|---|---|
| Distinct (%) | 45.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.06327172298 |
| Minimum | 0.005449591281 |
|---|---|
| Maximum | 3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.3 KiB |
Quantile statistics
| Minimum | 0.005449591281 |
|---|---|
| 5-th percentile | 0.009433962264 |
| Q1 | 0.01777777778 |
| median | 0.02941176471 |
| Q3 | 0.05540166205 |
| 95-th percentile | 0.2222222222 |
| Maximum | 3 |
| Range | 2.994550409 |
| Interquartile range (IQR) | 0.03762388427 |
Descriptive statistics
| Standard deviation | 0.1344819335 |
|---|---|
| Coefficient of variation (CV) | 2.125466593 |
| Kurtosis | 121.5596918 |
| Mean | 0.06327172298 |
| Median Absolute Deviation (MAD) | 0.01433823529 |
| Skewness | 8.773426515 |
| Sum | 187.8537455 |
| Variance | 0.01808539044 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.1666666667 | 21 | 0.7% |
| 0.3333333333 | 21 | 0.7% |
| 0.02777777778 | 20 | 0.7% |
| 0.09090909091 | 19 | 0.6% |
| 0.0625 | 17 | 0.6% |
| 0.1333333333 | 16 | 0.5% |
| 0.4 | 16 | 0.5% |
| 0.25 | 15 | 0.5% |
| 0.02380952381 | 15 | 0.5% |
| 0.03571428571 | 15 | 0.5% |
| Other values (1340) | 2794 |
| Value | Count | Frequency (%) |
| 0.005449591281 | 1 | < 0.1% |
| 0.005464480874 | 1 | < 0.1% |
| 0.005494505495 | 1 | < 0.1% |
| 0.005509641873 | 1 | < 0.1% |
| 0.005586592179 | 2 | |
| 0.005602240896 | 1 | < 0.1% |
| 0.005617977528 | 2 | |
| 0.00566572238 | 1 | < 0.1% |
| 0.005681818182 | 2 | |
| 0.005698005698 | 3 |
| Value | Count | Frequency (%) |
| 3 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
| 1.571428571 | 1 | < 0.1% |
| 1.5 | 3 | 0.1% |
| 1 | 14 | |
| 0.8333333333 | 1 | < 0.1% |
| 0.75 | 1 | < 0.1% |
| 0.6666666667 | 12 | |
| 0.6514745308 | 1 | < 0.1% |
| 0.6 | 1 | < 0.1% |
| Distinct | 216 |
|---|---|
| Distinct (%) | 7.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 63.12428427 |
| Minimum | 0 |
|---|---|
| Maximum | 80995 |
| Zeros | 1444 |
| Zeros (%) | 48.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 9 |
| 95-th percentile | 103.6 |
| Maximum | 80995 |
| Range | 80995 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 1513.12627 |
|---|---|
| Coefficient of variation (CV) | 23.97058893 |
| Kurtosis | 2760.800218 |
| Mean | 63.12428427 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 51.73396344 |
| Sum | 187416 |
| Variance | 2289551.108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1444 | |
| 1 | 177 | 6.0% |
| 2 | 153 | 5.2% |
| 3 | 107 | 3.6% |
| 4 | 90 | 3.0% |
| 6 | 72 | 2.4% |
| 5 | 64 | 2.2% |
| 8 | 49 | 1.7% |
| 12 | 48 | 1.6% |
| 7 | 47 | 1.6% |
| Other values (206) | 718 |
| Value | Count | Frequency (%) |
| 0 | 1444 | |
| 1 | 177 | 6.0% |
| 2 | 153 | 5.2% |
| 3 | 107 | 3.6% |
| 4 | 90 | 3.0% |
| 5 | 64 | 2.2% |
| 6 | 72 | 2.4% |
| 7 | 47 | 1.6% |
| 8 | 49 | 1.7% |
| 9 | 38 | 1.3% |
| Value | Count | Frequency (%) |
| 80995 | 1 | |
| 9014 | 1 | |
| 8060 | 1 | |
| 4627 | 1 | |
| 3768 | 1 | |
| 3335 | 1 | |
| 2975 | 1 | |
| 2022 | 1 | |
| 2012 | 1 | |
| 1920 | 1 |
| Distinct | 1968 |
|---|---|
| Distinct (%) | 66.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 245.9893671 |
| Minimum | 1 |
|---|---|
| Maximum | 40498.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 44 |
| Q1 | 103.2 |
| median | 172 |
| Q3 | 279.8 |
| 95-th percentile | 597.8 |
| Maximum | 40498.5 |
| Range | 40497.5 |
| Interquartile range (IQR) | 176.6 |
Descriptive statistics
| Standard deviation | 784.142945 |
|---|---|
| Coefficient of variation (CV) | 3.18771073 |
| Kurtosis | 2342.591386 |
| Mean | 245.9893671 |
| Median Absolute Deviation (MAD) | 82 |
| Skewness | 45.87296489 |
| Sum | 730342.431 |
| Variance | 614880.1582 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 100 | 11 | 0.4% |
| 114 | 10 | 0.3% |
| 82 | 10 | 0.3% |
| 190 | 8 | 0.3% |
| 73 | 8 | 0.3% |
| 136 | 8 | 0.3% |
| 86 | 8 | 0.3% |
| 60 | 8 | 0.3% |
| 75 | 7 | 0.2% |
| 288 | 7 | 0.2% |
| Other values (1958) | 2884 |
| Value | Count | Frequency (%) |
| 1 | 2 | |
| 2 | 1 | |
| 3.333333333 | 1 | |
| 5.333333333 | 1 | |
| 5.666666667 | 1 | |
| 6.142857143 | 1 | |
| 7.5 | 1 | |
| 9 | 1 | |
| 9.5 | 1 | |
| 11 | 1 |
| Value | Count | Frequency (%) |
| 40498.5 | 1 | |
| 6009.333333 | 1 | |
| 3684.47619 | 1 | |
| 2880 | 1 | |
| 2697.465753 | 1 | |
| 2183.2 | 1 | |
| 2160.333333 | 1 | |
| 2141.5 | 1 | |
| 2082.225806 | 1 | |
| 2000 | 1 |
| Distinct | 1015 |
|---|---|
| Distinct (%) | 34.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.04850801 |
| Minimum | 1 |
|---|---|
| Maximum | 300.6470588 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3.5 |
| Q1 | 10.09090909 |
| median | 17.25 |
| Q3 | 27.71428571 |
| 95-th percentile | 56.7030303 |
| Maximum | 300.6470588 |
| Range | 299.6470588 |
| Interquartile range (IQR) | 17.62337662 |
Descriptive statistics
| Standard deviation | 18.95331893 |
|---|---|
| Coefficient of variation (CV) | 0.8596191143 |
| Kurtosis | 23.52827499 |
| Mean | 22.04850801 |
| Median Absolute Deviation (MAD) | 8.25 |
| Skewness | 3.175447774 |
| Sum | 65462.02028 |
| Variance | 359.2282983 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 13 | 54 | 1.8% |
| 14 | 44 | 1.5% |
| 11 | 35 | 1.2% |
| 9 | 32 | 1.1% |
| 20 | 31 | 1.0% |
| 1 | 31 | 1.0% |
| 10 | 28 | 0.9% |
| 17 | 27 | 0.9% |
| 17.5 | 27 | 0.9% |
| 15 | 27 | 0.9% |
| Other values (1005) | 2633 |
| Value | Count | Frequency (%) |
| 1 | 31 | |
| 1.2 | 1 | < 0.1% |
| 1.25 | 1 | < 0.1% |
| 1.333333333 | 2 | 0.1% |
| 1.5 | 9 | 0.3% |
| 1.555555556 | 1 | < 0.1% |
| 1.571428571 | 1 | < 0.1% |
| 1.666666667 | 4 | 0.1% |
| 1.833333333 | 1 | < 0.1% |
| 1.9 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 300.6470588 | 1 | |
| 203.5 | 1 | |
| 149 | 1 | |
| 145.3333333 | 1 | |
| 136.25 | 1 | |
| 135.75 | 1 | |
| 127 | 1 | |
| 122 | 1 | |
| 118 | 1 | |
| 114 | 1 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| df_index | customer_id | gross_revenue | recency_days | qtd_invoices | items | products | avg_ticket | avg_recency_days | frequency | qtd_returns | avg_basket_size | avg_unique_basket_size | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 17850 | 5391.21 | 372.0 | 34.0 | 1733.0 | 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 | 18.152222 | 35.500000 | 0.486111 | 40.0 | 50.970588 | 8.735294 |
| 1 | 1 | 13047 | 3237.54 | 31.0 | 10.0 | 1391.0 | 848792274522748227492231084969226232262221754217552177748187229602291322912229142175616161P227662270823231850158501622829227222296022961229692272022549209722274384969226222165821756217542175548184226922274822745227492296022722227202097222274849692262322499226072165847566217562175421755219022190121899219002207785123A2315223182231612316023163231622316423177231762300622996230702312623299849692165822423475662162123092231122311023111231182309323089231682323623240231752317323245230322303123029230288505322090220892208885123A217554756622423849692312620972227202315223162231632262316161P21754217552190121900481872311223111231102309323028232452324023173232362318223161231602296023546235452323122720227082298622739234352296022722227202097222621481884818448187230322303185053232452289922367235142351323511231982329423295230252347023397230962348723109234342208685049EM | 18.822907 | 27.250000 | 0.048780 | 36.0 | 139.100000 | 17.200000 |
| 2 | 2 | 12583 | 7281.38 | 2.0 | 15.0 | 5060.0 |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| 29.479271 | 23.187500 | 0.045699 | 51.0 | 337.333333 | 16.466667 |
| 3 | 3 | 13748 | 948.25 | 95.0 | 5.0 | 439.0 | 22086228432284122839224232290722961225852208422423212322245722084233782312922423220772295023351233502331923354220868494622734229522301323012 | 33.866071 | 92.666667 | 0.017921 | 0.0 | 87.800000 | 5.600000 |
| 4 | 4 | 15100 | 876.00 | 333.0 | 3.0 | 80.0 | 212582125821258 | 292.000000 | 8.600000 | 0.136364 | 22.0 | 26.666667 | 1.000000 |
| 5 | 5 | 15291 | 4668.30 | 25.0 | 15.0 | 2103.0 | 22114217338248482486217542242422505227682175421755217562217084406B8487921136850662279622294224874818848194206858475521621216232296822759227622175648188824862224122288M48185215242242482486222192217084406B221732218948138481942152448111212322125984970L22855222122224121756206858248646000S222198487922189228222152348188847557147784970L22784216732167221669216682284422852228452285348184824862167221754217552166821669216702175521670216692166822578225792257721524481882173321754217552211222577225782257922784222122221923355 | 45.323301 | 23.200000 | 0.054441 | 29.0 | 140.200000 | 6.866667 |
| 6 | 6 | 14688 | 5630.87 | 7.0 | 21.0 | 3621.0 | 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 | 17.219786 | 18.300000 | 0.073569 | 399.0 | 172.428571 | 15.571429 |
| 7 | 7 | 17809 | 5411.91 | 16.0 | 12.0 | 2057.0 | 229612294322617225692256884032B84032A227492294022909226522291022585215232262421523226244813823284232982298822366214632146422334210342233310120162352243921914212202132920974218292328423382229092295022910221412214223312225852296122561231882299122992231928469223300843478434723300231882214222141232982236623300 | 88.719836 | 35.700000 | 0.039106 | 42.0 | 171.416667 | 5.083333 |
| 8 | 8 | 15311 | 60767.90 | 0.0 | 91.0 | 38194.0 | 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| 25.543464 | 4.144444 | 0.315508 | 474.0 | 419.714286 | 26.142857 |
| 9 | 9 | 16098 | 2005.63 | 87.0 | 7.0 | 613.0 | 1000221912218322241122379223812279822726229262283922838227832292622782224112091422381206812269022730227282272722381223792241122926230942241184673B84673A21888230802238122992224112272622730227272272520914230942299222411150392091484077227282272923315233162273022725227262272722728227292272722730227252241122726227262191221888847542321523214 | 29.934776 | 47.666667 | 0.024390 | 0.0 | 87.571429 | 9.571429 |
Last rows
| df_index | customer_id | gross_revenue | recency_days | qtd_invoices | items | products | avg_ticket | avg_recency_days | frequency | qtd_returns | avg_basket_size | avg_unique_basket_size | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2959 | 5627 | 17727 | 1060.25 | 15.0 | 1.0 | 645.0 | 8505321928219292358123203229962300484978849462205122986232312354616156S215232269248187235972329822169221702309323408824822299047591D22965229892242522429224268505923243233372333523198219772330723295226242262722720232452297922980229782298122982229932349522722227232290723104225572255522556225512255423370233662143023236232402179022622 | 16.064394 | 6.0 | 0.285714 | 6.0 | 645.000000 | 66.000000 |
| 2960 | 5637 | 17232 | 421.52 | 2.0 | 2.0 | 203.0 | 843472148423356228162281823695220302077723439228662076620764228672286523494234932334422142229662208122991207612158421484843472357622144233192076123240224282286522726228672272723344 | 11.708889 | 12.0 | 0.153846 | 0.0 | 101.500000 | 18.000000 |
| 2961 | 5638 | 17468 | 137.00 | 10.0 | 2.0 | 116.0 | 2320422460212312259621070 | 27.400000 | 4.0 | 0.400000 | 0.0 | 58.000000 | 2.500000 |
| 2962 | 5649 | 13596 | 697.04 | 5.0 | 2.0 | 406.0 | 2262523345233462297823580231162285121136848422296184997A2236722899232752294921080232542171522450849922325622429223602329321877219758499123173220912327523289232902197223313233382296621592229552295122326218778498821034481872197523372229512241723296235752324123177235602334522630235082331322948224172295122630226292308423306232032339023494234932334323299227542290922910229032337122551235082248921878226232254921889225302254323320232852328823286232872308422534225442255623510233892294823598225632256222093227302340122111216152330722093234092337123241231932319421913230802242321888216212187822554226622238222499233902251622517225142251521715217182337284978231302244522450224462319723529216152319822489233722337123377849918497822485220912113622956232712246022178232452323922813231902274622748231772319423241232422179023367233462336823345 | 4.199036 | 7.0 | 0.250000 | 0.0 | 203.000000 | 83.000000 |
| 2963 | 5655 | 14893 | 1237.85 | 9.0 | 2.0 | 799.0 | 85183A2278220749222772193122380232022245722089216422331079302M2308222780230792231021314224232289422907229082227884912B2116717084N17091J2207522580235812149722438224392218170007217902170521703229602137722467229692110884031B84032B84032A84031A2236147421850662311085183B233532349285049A2290922818224568248485152825822117521174211812190821166219072315523200231992320385099F85099B23202 | 16.956849 | 2.0 | 0.666667 | 0.0 | 399.500000 | 36.500000 |
| 2964 | 5659 | 12479 | 527.20 | 11.0 | 1.0 | 385.0 | 21212212102108021086219892198721558212112121321882224378499222993226282121623243212172272021088219882109422215227342207785049E85049C20978209792097323370POST | 17.006452 | 4.0 | 0.333333 | 34.0 | 385.000000 | 31.000000 |
| 2965 | 5680 | 14126 | 706.13 | 7.0 | 3.0 | 508.0 | 22274221502227322779226212245785123A2096122605224332147923444209632256020961 | 47.075333 | 3.0 | 1.000000 | 50.0 | 169.333333 | 5.000000 |
| 2966 | 5686 | 13521 | 1093.65 | 1.0 | 3.0 | 736.0 | 2353523301233002332022138228352211385177226512187823084851782262185039A21313219142145422620235702299323251218182181021819710502149435471D233272332621135230748497823367216842214422150218892179023189226592249484347216162162021615850592181821819221162117221905230602328121446234982342223420220912272784625A2301323014224812286322972229742332882551224022132985032A85032B85032C232932283122196210662299323293232942329521314224282218222961233682336523366235522349722196221952334023382230842259222842228402242922208222082220922211215342152821537359673596423163231622236747591D215922235222945232492325023251214942297722977210122348922071220702332022509223652277022605226072330123300219122254923526216192171384031B2067915056N229522211323356228352211122695221962295223295224242159284032B2339423396233952339321714233282353523536230892140121400233388498822190234942191422546851782318222673226712178721914210642255785231B232418505322118221192301923080848322308421718214942342222494840122329522642843752219621790219162212322942212792281122457224092240622398224002240021716224412296085061W2306023281234252241984707A22076220752247623169224742316935471D2332884947229642310123100234183597023168232952295623489226392264222638226432321421818218192181022956234952355223498234972329623293232952329421263M2250915056P20679206862217023084209922198421790235042209123376235062351022280222792295285176227272238923367225572255190214E2253022546225442254422533225342214422744227432349390214P90214I22651218782173921064207332198421705233002330122500216192308022940209722215085015150392262122500211152189121890220962275420996218942314421260213132138384993A848792113621718225222318985169A85169C85026B2249521494230742330922132220992339820986220972162085231B21976849918497822139214392267121172231882199321329235512110922119224732247422209224222339947469223982240223356221112283522113221102221022211222082144679063C22620231222163821640209752299322075220742207622481225632256222564222762207222109221082212484596B23252224752334022314229387000623368233662097522561229552247284819215912159284692359702264222343221962156322195215302197723123208682171522638226432321221162232812338223100218192181023212232152181021808218032295522956233202209422942 | 2.508372 | 4.5 | 0.300000 | 0.0 | 245.333333 | 145.333333 |
| 2967 | 5696 | 15060 | 303.09 | 8.0 | 4.0 | 263.0 | 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 | 2.504876 | 1.0 | 2.000000 | 0.0 | 65.750000 | 30.250000 |
| 2968 | 5715 | 12558 | 269.96 | 7.0 | 1.0 | 196.0 | 227122334485099B2320979191C233928482823158215072150822027 | 24.541818 | 6.0 | 0.285714 | 196.0 | 196.000000 | 11.000000 |